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After notification and until the preprint deadline (12/19/2024), authors may request to modify their paper title by emailing aaai at aaai25@aaai.org. Aaai 2025, philadelphia, pa, usa overview generalization and transfer are essential components of intelligence, and significant research efforts have been dedicated to addressing.